# SPDX-FileCopyrightText: 2024-2025 ModelCloud.ai
# SPDX-FileCopyrightText: 2024-2025 qubitium@modelcloud.ai
# SPDX-License-Identifier: Apache-2.0
# Contact: qubitium@modelcloud.ai, x.com/qubitium

from ..base import BaseQModel
from ..moe_lifecycle import GateUpDownMoELifecycleHooks


class Glm4MoeLiteQModel(BaseQModel):
    dynamic_expert_index = "n_routed_experts"

    pre_lm_head_norm_module = "model.norm"

    layer_modules_strict = False

    moe_lifecycle_hooks = GateUpDownMoELifecycleHooks()

    module_tree = [
        "model",
        "layers",
        "#",
        {
            "input_layernorm": ("input_layernorm:!",),
            "self_attn": ("q_proj:0", "q_a_proj:0", "kv_a_proj_with_mqa:0", "q_b_proj:1:in=q_a", "kv_b_proj:1:in=kv_a", "o_proj:2"),
            "post_attention_layernorm": ("post_attention_layernorm:!",),
            "mlp:moe:?": {
                "gate": ("gate:!",),
                "experts:0": {
                    "#": ("gate_proj:0", "up_proj:0", "down_proj:1"),
                },
                "shared_experts:0": ("gate_proj:0", "up_proj:0", "down_proj:1"),
                "": ("gate_proj:0", "up_proj:0", "down_proj:1"),
            },
        }
    ]


__all__ = ["Glm4MoeLiteQModel"]